The shiny invitation landed on the kitchen table like a trophy. Sarah felt a warmth spread through her chest. She had always been an underdog. The awkward girl with braces and frizzy hair. Now? She was a doctor, saving lives.

She found herself walking around the house later, smoothing the pristine surfaces of her beautifully decorated home. She couldn't help but feel a glow as she walked through the garden, admiring the perfect rows of vegetables. She had created this life.

That evening, she called her mother. “Mom, I got my reunion invitation.” Her voice carried a certain music.

“Oh, darling! How wonderful! Are you going?” her mother asked.

“Yes, I am,” Sarah replied, with a finality that brooked no argument.

Emotion: proud

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): 0.40

Role in Research

This story is one of 1,000 stories generated for the emotion proud. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 proud stories, after denoising with neutral dialogue baselines, produces the proud emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the proud vector is projected through the unembedding matrix.

Promoted:
de0.514
la0.457
😎0.400
happy0.394
👏0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
😖-0.453